{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import IPython.display as ipd\n",
    "\n",
    "import os\n",
    "import json\n",
    "import math\n",
    "import torch\n",
    "from torch import nn\n",
    "from torch.nn import functional as F\n",
    "from torch.utils.data import DataLoader\n",
    "\n",
    "import commons\n",
    "import utils\n",
    "from data_utils import TextAudioLoader, TextAudioCollate, TextAudioSpeakerLoader, TextAudioSpeakerCollate\n",
    "from models import SynthesizerTrn\n",
    "from text.symbols import symbols\n",
    "from text import text_to_sequence\n",
    "\n",
    "from scipy.io.wavfile import write\n",
    "\n",
    "\n",
    "def get_text(text, hps):\n",
    "    text_norm = text_to_sequence(text, hps.data.text_cleaners)\n",
    "    if hps.data.add_blank:\n",
    "        text_norm = commons.intersperse(text_norm, 0)\n",
    "    text_norm = torch.LongTensor(text_norm)\n",
    "    return text_norm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## LJ Speech"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "hps = utils.get_hparams_from_file(\"./configs/ljs_base.json\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "net_g = SynthesizerTrn(\n",
    "    len(symbols),\n",
    "    hps.data.filter_length // 2 + 1,\n",
    "    hps.train.segment_size // hps.data.hop_length,\n",
    "    **hps.model).cuda()\n",
    "_ = net_g.eval()\n",
    "\n",
    "\n",
    "#_ = utils.load_checkpoint(\"/path/to/pretrained_ljs.pth\", net_g, None)\n",
    "_ = utils.load_checkpoint(\"/root/speech_try_vits/logs/ljs_base/G_5000.pth\", net_g, None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stn_tst = get_text(\"VITS is Awesome!VITS is Awesome!VITS is Awesome!VITS is Awesome!VITS is Awesome!\", hps)\n",
    "with torch.no_grad():\n",
    "    x_tst = stn_tst.cuda().unsqueeze(0)\n",
    "    x_tst_lengths = torch.LongTensor([stn_tst.size(0)]).cuda()\n",
    "    audio = net_g.infer(x_tst, x_tst_lengths, noise_scale=.667, noise_scale_w=0.8, length_scale=1)[0][0,0].data.cpu().float().numpy()\n",
    "ipd.display(ipd.Audio(audio, rate=hps.data.sampling_rate, normalize=False))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## VCTK"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "hps = utils.get_hparams_from_file(\"./configs/vctk_base.json\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "net_g = SynthesizerTrn(\n",
    "    len(symbols),\n",
    "    hps.data.filter_length // 2 + 1,\n",
    "    hps.train.segment_size // hps.data.hop_length,\n",
    "    n_speakers=hps.data.n_speakers,\n",
    "    **hps.model).cuda()\n",
    "_ = net_g.eval()\n",
    "\n",
    "_ = utils.load_checkpoint(\"/path/to/pretrained_vctk.pth\", net_g, None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "stn_tst = get_text(\"VITS is Awesome!\", hps)\n",
    "with torch.no_grad():\n",
    "    x_tst = stn_tst.cuda().unsqueeze(0)\n",
    "    x_tst_lengths = torch.LongTensor([stn_tst.size(0)]).cuda()\n",
    "    sid = torch.LongTensor([4]).cuda()\n",
    "    audio = net_g.infer(x_tst, x_tst_lengths, sid=sid, noise_scale=.667, noise_scale_w=0.8, length_scale=1)[0][0,0].data.cpu().float().numpy()\n",
    "ipd.display(ipd.Audio(audio, rate=hps.data.sampling_rate, normalize=False))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Voice Conversion"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = TextAudioSpeakerLoader(hps.data.validation_files, hps.data)\n",
    "collate_fn = TextAudioSpeakerCollate()\n",
    "loader = DataLoader(dataset, num_workers=8, shuffle=False,\n",
    "    batch_size=1, pin_memory=True,\n",
    "    drop_last=True, collate_fn=collate_fn)\n",
    "data_list = list(loader)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "with torch.no_grad():\n",
    "    x, x_lengths, spec, spec_lengths, y, y_lengths, sid_src = [x.cuda() for x in data_list[0]]\n",
    "    sid_tgt1 = torch.LongTensor([1]).cuda()\n",
    "    sid_tgt2 = torch.LongTensor([2]).cuda()\n",
    "    sid_tgt3 = torch.LongTensor([4]).cuda()\n",
    "    audio1 = net_g.voice_conversion(spec, spec_lengths, sid_src=sid_src, sid_tgt=sid_tgt1)[0][0,0].data.cpu().float().numpy()\n",
    "    audio2 = net_g.voice_conversion(spec, spec_lengths, sid_src=sid_src, sid_tgt=sid_tgt2)[0][0,0].data.cpu().float().numpy()\n",
    "    audio3 = net_g.voice_conversion(spec, spec_lengths, sid_src=sid_src, sid_tgt=sid_tgt3)[0][0,0].data.cpu().float().numpy()\n",
    "print(\"Original SID: %d\" % sid_src.item())\n",
    "ipd.display(ipd.Audio(y[0].cpu().numpy(), rate=hps.data.sampling_rate, normalize=False))\n",
    "print(\"Converted SID: %d\" % sid_tgt1.item())\n",
    "ipd.display(ipd.Audio(audio1, rate=hps.data.sampling_rate, normalize=False))\n",
    "print(\"Converted SID: %d\" % sid_tgt2.item())\n",
    "ipd.display(ipd.Audio(audio2, rate=hps.data.sampling_rate, normalize=False))\n",
    "print(\"Converted SID: %d\" % sid_tgt3.item())\n",
    "ipd.display(ipd.Audio(audio3, rate=hps.data.sampling_rate, normalize=False))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
